Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 5701 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 668.2 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 15 |
|---|
gross_revenue is highly correlated with qnt_purchases and 3 other fields | High correlation |
recency_days is highly correlated with qnt_purchases | High correlation |
qnt_purchases is highly correlated with gross_revenue and 4 other fields | High correlation |
tot_stock_code is highly correlated with gross_revenue and 3 other fields | High correlation |
qnt_items is highly correlated with gross_revenue and 4 other fields | High correlation |
freq_purchase is highly correlated with qnt_purchases and 1 other fields | High correlation |
qtd_returned is highly correlated with qnt_purchases and 3 other fields | High correlation |
freq_returns is highly correlated with qtd_returned and 2 other fields | High correlation |
avg_basket_size is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_basket_variety is highly correlated with tot_stock_code and 1 other fields | High correlation |
item_rp_ratio is highly correlated with qtd_returned and 2 other fields | High correlation |
net_margin is highly correlated with qtd_returned and 2 other fields | High correlation |
gross_revenue is highly correlated with qnt_purchases and 1 other fields | High correlation |
qnt_purchases is highly correlated with gross_revenue and 1 other fields | High correlation |
tot_stock_code is highly correlated with avg_basket_variety | High correlation |
qnt_items is highly correlated with gross_revenue and 1 other fields | High correlation |
avg_basket_variety is highly correlated with tot_stock_code | High correlation |
item_rp_ratio is highly correlated with net_margin | High correlation |
net_margin is highly correlated with item_rp_ratio | High correlation |
gross_revenue is highly correlated with qnt_purchases and 3 other fields | High correlation |
qnt_purchases is highly correlated with gross_revenue and 2 other fields | High correlation |
tot_stock_code is highly correlated with gross_revenue and 2 other fields | High correlation |
qnt_items is highly correlated with gross_revenue and 3 other fields | High correlation |
freq_purchase is highly correlated with qnt_purchases | High correlation |
qtd_returned is highly correlated with freq_returns and 2 other fields | High correlation |
freq_returns is highly correlated with qtd_returned and 2 other fields | High correlation |
avg_basket_size is highly correlated with gross_revenue and 1 other fields | High correlation |
avg_basket_variety is highly correlated with tot_stock_code | High correlation |
item_rp_ratio is highly correlated with qtd_returned and 2 other fields | High correlation |
net_margin is highly correlated with qtd_returned and 2 other fields | High correlation |
df_index is highly correlated with customer_id and 1 other fields | High correlation |
customer_id is highly correlated with df_index and 1 other fields | High correlation |
gross_revenue is highly correlated with qnt_purchases and 3 other fields | High correlation |
recency_days is highly correlated with df_index and 1 other fields | High correlation |
qnt_purchases is highly correlated with gross_revenue and 3 other fields | High correlation |
tot_stock_code is highly correlated with gross_revenue and 3 other fields | High correlation |
qnt_items is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_ticket is highly correlated with qtd_returned and 2 other fields | High correlation |
qtd_returned is highly correlated with gross_revenue and 4 other fields | High correlation |
avg_basket_size is highly correlated with avg_ticket and 2 other fields | High correlation |
avg_basket_variety is highly correlated with tot_stock_code and 1 other fields | High correlation |
item_rp_ratio is highly correlated with net_margin | High correlation |
net_margin is highly correlated with avg_ticket and 1 other fields | High correlation |
gross_revenue is highly skewed (γ1 = 23.02670803) | Skewed |
qnt_items is highly skewed (γ1 = 25.11648179) | Skewed |
avg_ticket is highly skewed (γ1 = 48.21449998) | Skewed |
qtd_returned is highly skewed (γ1 = 30.50367005) | Skewed |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
customer_id has unique values | Unique |
qtd_returned has 4200 (73.7%) zeros | Zeros |
freq_returns has 4200 (73.7%) zeros | Zeros |
item_rp_ratio has 4200 (73.7%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-22 23:30:08.748377 |
|---|---|
| Analysis finished | 2021-10-22 23:30:29.991268 |
| Duration | 21.24 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 5701 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2898.856692 |
| Minimum | 0 |
|---|---|
| Maximum | 5791 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 290 |
| Q1 | 1456 |
| median | 2901 |
| Q3 | 4345 |
| 95-th percentile | 5500 |
| Maximum | 5791 |
| Range | 5791 |
| Interquartile range (IQR) | 2889 |
Descriptive statistics
| Standard deviation | 1670.639329 |
|---|---|
| Coefficient of variation (CV) | 0.576309734 |
| Kurtosis | -1.196215647 |
| Mean | 2898.856692 |
| Median Absolute Deviation (MAD) | 1445 |
| Skewness | -0.003585702485 |
| Sum | 16526382 |
| Variance | 2791035.767 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3850 | 1 | < 0.1% |
| 3870 | 1 | < 0.1% |
| 3869 | 1 | < 0.1% |
| 3868 | 1 | < 0.1% |
| 3867 | 1 | < 0.1% |
| 3866 | 1 | < 0.1% |
| 3865 | 1 | < 0.1% |
| 3864 | 1 | < 0.1% |
| 3863 | 1 | < 0.1% |
| Other values (5691) | 5691 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 5791 | 1 | |
| 5790 | 1 | |
| 5789 | 1 | |
| 5788 | 1 | |
| 5787 | 1 | |
| 5786 | 1 | |
| 5785 | 1 | |
| 5784 | 1 | |
| 5783 | 1 | |
| 5782 | 1 |
| Distinct | 5701 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16603.65006 |
| Minimum | 12347 |
|---|---|
| Maximum | 22709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12700 |
| Q1 | 14288 |
| median | 16229 |
| Q3 | 18215 |
| 95-th percentile | 21747 |
| Maximum | 22709 |
| Range | 10362 |
| Interquartile range (IQR) | 3927 |
Descriptive statistics
| Standard deviation | 2811.544204 |
|---|---|
| Coefficient of variation (CV) | 0.1693328993 |
| Kurtosis | -0.8242992836 |
| Mean | 16603.65006 |
| Median Absolute Deviation (MAD) | 1964 |
| Skewness | 0.4409376168 |
| Sum | 94657409 |
| Variance | 7904780.81 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 13461 | 1 | < 0.1% |
| 21092 | 1 | < 0.1% |
| 21091 | 1 | < 0.1% |
| 17123 | 1 | < 0.1% |
| 17891 | 1 | < 0.1% |
| 16498 | 1 | < 0.1% |
| 13745 | 1 | < 0.1% |
| 15584 | 1 | < 0.1% |
| 21089 | 1 | < 0.1% |
| Other values (5691) | 5691 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 | |
| 12357 | 1 |
| Value | Count | Frequency (%) |
| 22709 | 1 | |
| 22708 | 1 | |
| 22707 | 1 | |
| 22706 | 1 | |
| 22705 | 1 | |
| 22704 | 1 | |
| 22700 | 1 | |
| 22699 | 1 | |
| 22696 | 1 | |
| 22695 | 1 |
gross_revenue
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWED| Distinct | 5457 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1759.775187 |
| Minimum | 0.42 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 13.3 |
| Q1 | 237.07 |
| median | 612.78 |
| Q3 | 1568.23 |
| 95-th percentile | 5298.48 |
| Maximum | 279138.02 |
| Range | 279137.6 |
| Interquartile range (IQR) | 1331.16 |
Descriptive statistics
| Standard deviation | 7512.185767 |
|---|---|
| Coefficient of variation (CV) | 4.268832646 |
| Kurtosis | 698.9271054 |
| Mean | 1759.775187 |
| Median Absolute Deviation (MAD) | 478.3 |
| Skewness | 23.02670803 |
| Sum | 10032478.34 |
| Variance | 56432935 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.95 | 9 | 0.2% |
| 1.25 | 8 | 0.1% |
| 2.95 | 8 | 0.1% |
| 4.95 | 8 | 0.1% |
| 12.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 3.75 | 7 | 0.1% |
| 7.5 | 6 | 0.1% |
| 5.95 | 6 | 0.1% |
| 4.25 | 6 | 0.1% |
| Other values (5447) | 5629 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | |
| 1.69 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65039.62 | 1 |
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.7938958 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 37 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 23 |
| median | 71 |
| Q3 | 199 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 176 |
Descriptive statistics
| Standard deviation | 111.4937421 |
|---|---|
| Coefficient of variation (CV) | 0.9546196002 |
| Kurtosis | -0.6361474179 |
| Mean | 116.7938958 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.8161795168 |
| Sum | 665842 |
| Variance | 12430.85453 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 92 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 17 | 79 | 1.4% |
| 9 | 79 | 1.4% |
| 7 | 78 | 1.4% |
| 15 | 67 | 1.2% |
| Other values (294) | 4825 |
| Value | Count | Frequency (%) |
| 0 | 37 | 0.6% |
| 1 | 110 | |
| 2 | 92 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 78 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 22 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.469566743 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.80995105 |
|---|---|
| Coefficient of variation (CV) | 1.962766984 |
| Kurtosis | 302.3815489 |
| Mean | 3.469566743 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.19904821 |
| Sum | 19780 |
| Variance | 46.3754333 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2873 | |
| 2 | 828 | 14.5% |
| 3 | 504 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Other values (46) | 332 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 2873 | |
| 2 | 828 | 14.5% |
| 3 | 504 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 55 | 1.0% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
tot_stock_code
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 439 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.67251359 |
| Minimum | 1 |
|---|---|
| Maximum | 1786 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 13 |
| median | 36 |
| Q3 | 84 |
| 95-th percentile | 241 |
| Maximum | 1786 |
| Range | 1785 |
| Interquartile range (IQR) | 71 |
Descriptive statistics
| Standard deviation | 101.6752222 |
|---|---|
| Coefficient of variation (CV) | 1.459330472 |
| Kurtosis | 43.93242609 |
| Mean | 69.67251359 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 4.706142862 |
| Sum | 397203 |
| Variance | 10337.8508 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 277 | 4.9% |
| 2 | 149 | 2.6% |
| 3 | 112 | 2.0% |
| 10 | 101 | 1.8% |
| 5 | 97 | 1.7% |
| 9 | 96 | 1.7% |
| 6 | 93 | 1.6% |
| 8 | 93 | 1.6% |
| 11 | 93 | 1.6% |
| 7 | 90 | 1.6% |
| Other values (429) | 4500 |
| Value | Count | Frequency (%) |
| 1 | 277 | |
| 2 | 149 | |
| 3 | 112 | |
| 4 | 90 | 1.6% |
| 5 | 97 | 1.7% |
| 6 | 93 | 1.6% |
| 7 | 90 | 1.6% |
| 8 | 93 | 1.6% |
| 9 | 96 | 1.7% |
| 10 | 101 | 1.8% |
| Value | Count | Frequency (%) |
| 1786 | 1 | |
| 1766 | 1 | |
| 1322 | 1 | |
| 1118 | 1 | |
| 1109 | 1 | |
| 884 | 1 | |
| 817 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 |
qnt_items
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWED| Distinct | 1838 |
|---|---|
| Distinct (%) | 32.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 950.9510612 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 106 |
| median | 317 |
| Q3 | 804 |
| 95-th percentile | 2924 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 698 |
Descriptive statistics
| Standard deviation | 4187.017047 |
|---|---|
| Coefficient of variation (CV) | 4.402978469 |
| Kurtosis | 943.8119157 |
| Mean | 950.9510612 |
| Median Absolute Deviation (MAD) | 253 |
| Skewness | 25.11648179 |
| Sum | 5421372 |
| Variance | 17531111.76 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 113 | 2.0% |
| 2 | 73 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 25 | 0.4% |
| 88 | 22 | 0.4% |
| 72 | 21 | 0.4% |
| 7 | 20 | 0.4% |
| Other values (1828) | 5263 |
| Value | Count | Frequency (%) |
| 1 | 113 | |
| 2 | 73 | |
| 3 | 51 | |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 7 | 20 | 0.4% |
| 8 | 18 | 0.3% |
| 9 | 7 | 0.1% |
| 10 | 17 | 0.3% |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57885 | 1 | |
| 50255 | 1 |
| Distinct | 5508 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.17621264 |
| Minimum | 0.42 |
|---|---|
| Maximum | 13305.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 3.461111111 |
| Q1 | 7.95 |
| median | 15.85454545 |
| Q3 | 21.96956522 |
| 95-th percentile | 75.92857143 |
| Maximum | 13305.5 |
| Range | 13305.08 |
| Interquartile range (IQR) | 14.01956522 |
Descriptive statistics
| Standard deviation | 210.3688589 |
|---|---|
| Coefficient of variation (CV) | 6.74773621 |
| Kurtosis | 2853.27024 |
| Mean | 31.17621264 |
| Median Absolute Deviation (MAD) | 7.491045455 |
| Skewness | 48.21449998 |
| Sum | 177735.5883 |
| Variance | 44255.05681 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.75 | 11 | 0.2% |
| 4.95 | 10 | 0.2% |
| 2.95 | 9 | 0.2% |
| 1.25 | 9 | 0.2% |
| 7.95 | 8 | 0.1% |
| 8.25 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 5.95 | 6 | 0.1% |
| 4.15 | 6 | 0.1% |
| Other values (5498) | 5621 |
| Value | Count | Frequency (%) |
| 0.42 | 3 | |
| 0.535 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.8371428571 | 1 | < 0.1% |
| 0.84 | 2 | |
| 0.85 | 3 | |
| 1.002222222 | 1 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| 1.03875 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 13305.5 | 1 | |
| 4453.43 | 1 | |
| 3861 | 1 | |
| 3202.92 | 1 | |
| 3096 | 1 | |
| 1687.2 | 1 | |
| 1377.077778 | 1 | |
| 1001.2 | 1 | |
| 952.9875 | 1 | |
| 931.5 | 1 |
| Distinct | 1226 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.547443855 |
| Minimum | 0.005449591281 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.01104972376 |
| Q1 | 0.025 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455041 |
| Interquartile range (IQR) | 0.975 |
Descriptive statistics
| Standard deviation | 0.550492169 |
|---|---|
| Coefficient of variation (CV) | 1.005568268 |
| Kurtosis | 138.7489721 |
| Mean | 0.547443855 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.849528892 |
| Sum | 3120.977417 |
| Variance | 0.3030416281 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2881 | |
| 2 | 48 | 0.8% |
| 0.0625 | 18 | 0.3% |
| 0.02777777778 | 17 | 0.3% |
| 0.02380952381 | 16 | 0.3% |
| 0.08333333333 | 15 | 0.3% |
| 0.03448275862 | 15 | 0.3% |
| 0.09090909091 | 15 | 0.3% |
| 0.02941176471 | 14 | 0.2% |
| 0.03571428571 | 13 | 0.2% |
| Other values (1216) | 2649 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | 0.1% |
| 2 | 48 | 0.8% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 2881 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| Distinct | 211 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.98561656 |
| Minimum | 0 |
|---|---|
| Maximum | 9014 |
| Zeros | 4200 |
| Zeros (%) | 73.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 38 |
| Maximum | 9014 |
| Range | 9014 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 204.483973 |
|---|---|
| Coefficient of variation (CV) | 11.36930571 |
| Kurtosis | 1147.978744 |
| Mean | 17.98561656 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 30.50367005 |
| Sum | 102536 |
| Variance | 41813.69523 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4200 | |
| 1 | 169 | 3.0% |
| 2 | 151 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 6 | 78 | 1.4% |
| 5 | 61 | 1.1% |
| 12 | 52 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| Other values (201) | 709 | 12.4% |
| Value | Count | Frequency (%) |
| 0 | 4200 | |
| 1 | 169 | 3.0% |
| 2 | 151 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 5 | 61 | 1.1% |
| 6 | 78 | 1.4% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| 9 | 41 | 0.7% |
| Value | Count | Frequency (%) |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 | |
| 1594 | 1 |
| Distinct | 428 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1617817603 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 4200 |
| Zeros (%) | 73.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.009950248756 |
| 95-th percentile | 1 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0.009950248756 |
Descriptive statistics
| Standard deviation | 0.3731179676 |
|---|---|
| Coefficient of variation (CV) | 2.306304288 |
| Kurtosis | 4.854269275 |
| Mean | 0.1617817603 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.200043372 |
| Sum | 922.3178154 |
| Variance | 0.1392170177 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4200 | |
| 1 | 854 | 15.0% |
| 2 | 14 | 0.2% |
| 0.5 | 8 | 0.1% |
| 0.2857142857 | 8 | 0.1% |
| 0.02564102564 | 7 | 0.1% |
| 0.25 | 6 | 0.1% |
| 0.009478672986 | 5 | 0.1% |
| 0.01960784314 | 5 | 0.1% |
| 0.01298701299 | 5 | 0.1% |
| Other values (418) | 589 | 10.3% |
| Value | Count | Frequency (%) |
| 0 | 4200 | |
| 0.005571030641 | 1 | < 0.1% |
| 0.005681818182 | 2 | < 0.1% |
| 0.005865102639 | 1 | < 0.1% |
| 0.005934718101 | 1 | < 0.1% |
| 0.005952380952 | 1 | < 0.1% |
| 0.006024096386 | 1 | < 0.1% |
| 0.006042296073 | 1 | < 0.1% |
| 0.006172839506 | 1 | < 0.1% |
| 0.006191950464 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 14 | 0.2% |
| 1 | 854 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 4 | 0.1% |
| 0.5 | 8 | 0.1% |
| 0.4285714286 | 1 | < 0.1% |
| 0.4 | 4 | 0.1% |
| 0.3333333333 | 1 | < 0.1% |
| Distinct | 2368 |
|---|---|
| Distinct (%) | 41.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 248.2129566 |
| Minimum | 1 |
|---|---|
| Maximum | 14149 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 75 |
| median | 152 |
| Q3 | 290.625 |
| 95-th percentile | 732 |
| Maximum | 14149 |
| Range | 14148 |
| Interquartile range (IQR) | 215.625 |
Descriptive statistics
| Standard deviation | 439.2130469 |
|---|---|
| Coefficient of variation (CV) | 1.769500887 |
| Kurtosis | 379.1188261 |
| Mean | 248.2129566 |
| Median Absolute Deviation (MAD) | 96.5 |
| Skewness | 14.58135125 |
| Sum | 1415062.066 |
| Variance | 192908.1005 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 114 | 2.0% |
| 2 | 72 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 26 | 0.5% |
| 100 | 22 | 0.4% |
| 72 | 22 | 0.4% |
| 73 | 21 | 0.4% |
| Other values (2358) | 5260 |
| Value | Count | Frequency (%) |
| 1 | 114 | |
| 2 | 72 | |
| 3 | 51 | |
| 3.333333333 | 1 | < 0.1% |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 5.333333333 | 1 | < 0.1% |
| 5.666666667 | 1 | < 0.1% |
| 6 | 29 | 0.5% |
| 6.142857143 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 14149 | 1 | |
| 13956 | 1 | |
| 7824 | 1 | |
| 6009.333333 | 1 | |
| 5963 | 1 | |
| 5197 | 1 | |
| 4300 | 1 | |
| 4282 | 1 | |
| 4280 | 1 | |
| 4136 | 1 |
avg_basket_variety
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1171 |
|---|---|
| Distinct (%) | 20.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.26967522 |
| Minimum | 0.2 |
|---|---|
| Maximum | 1109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7.285714286 |
| median | 15.11111111 |
| Q3 | 31 |
| 95-th percentile | 173 |
| Maximum | 1109 |
| Range | 1108.8 |
| Interquartile range (IQR) | 23.71428571 |
Descriptive statistics
| Standard deviation | 76.84283226 |
|---|---|
| Coefficient of variation (CV) | 2.061805792 |
| Kurtosis | 32.92217973 |
| Mean | 37.26967522 |
| Median Absolute Deviation (MAD) | 9.888888889 |
| Skewness | 5.075661182 |
| Sum | 212474.4185 |
| Variance | 5904.82087 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 276 | 4.8% |
| 2 | 161 | 2.8% |
| 3 | 115 | 2.0% |
| 9 | 105 | 1.8% |
| 10 | 105 | 1.8% |
| 8 | 103 | 1.8% |
| 7 | 101 | 1.8% |
| 6 | 101 | 1.8% |
| 5 | 100 | 1.8% |
| 13 | 97 | 1.7% |
| Other values (1161) | 4437 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 7 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1109 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 | |
| 703 | 1 | |
| 686 | 1 | |
| 675 | 1 | |
| 673 | 1 | |
| 660 | 1 | |
| 649 | 1 |
item_rp_ratio
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1379 |
|---|---|
| Distinct (%) | 24.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01210009213 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 4200 |
| Zeros (%) | 73.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.001038421599 |
| 95-th percentile | 0.04109589041 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.001038421599 |
Descriptive statistics
| Standard deviation | 0.06503737724 |
|---|---|
| Coefficient of variation (CV) | 5.37494893 |
| Kurtosis | 132.4831683 |
| Mean | 0.01210009213 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.46142317 |
| Sum | 68.98262522 |
| Variance | 0.004229860438 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4200 | |
| 1 | 11 | 0.2% |
| 0.01075268817 | 4 | 0.1% |
| 0.009661835749 | 4 | 0.1% |
| 0.03225806452 | 3 | 0.1% |
| 0.009259259259 | 3 | 0.1% |
| 0.03846153846 | 3 | 0.1% |
| 0.0243902439 | 3 | 0.1% |
| 0.02380952381 | 3 | 0.1% |
| 0.007462686567 | 3 | 0.1% |
| Other values (1369) | 1464 | 25.7% |
| Value | Count | Frequency (%) |
| 0 | 4200 | |
| 0.0001169636243 | 1 | < 0.1% |
| 0.0001839926403 | 1 | < 0.1% |
| 0.0002816901408 | 1 | < 0.1% |
| 0.0003140703518 | 1 | < 0.1% |
| 0.0003619254434 | 1 | < 0.1% |
| 0.0003632401017 | 1 | < 0.1% |
| 0.0003637686431 | 1 | < 0.1% |
| 0.0003671071953 | 1 | < 0.1% |
| 0.000393081761 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 0.9863013699 | 1 | < 0.1% |
| 0.8333333333 | 1 | < 0.1% |
| 0.6333333333 | 1 | < 0.1% |
| 0.6115107914 | 1 | < 0.1% |
| 0.6008836524 | 1 | < 0.1% |
| 0.5964566929 | 1 | < 0.1% |
| 0.5648854962 | 1 | < 0.1% |
| 0.5646387833 | 1 | < 0.1% |
| 0.5602040816 | 1 | < 0.1% |
| Distinct | 1495 |
|---|---|
| Distinct (%) | 26.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9849027449 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 11 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.9308852276 |
| Q1 | 0.9979149666 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.002085033385 |
Descriptive statistics
| Standard deviation | 0.06747936676 |
|---|---|
| Coefficient of variation (CV) | 0.06851373611 |
| Kurtosis | 117.1473911 |
| Mean | 0.9849027449 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -9.667344946 |
| Sum | 5614.930549 |
| Variance | 0.004553464938 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3722 | |
| 1 | 224 | 3.9% |
| 1 | 161 | 2.8% |
| 1 | 93 | 1.6% |
| 0 | 11 | 0.2% |
| 0.9809727315 | 1 | < 0.1% |
| 0.9791926573 | 1 | < 0.1% |
| 0.9707212523 | 1 | < 0.1% |
| 0.9947665325 | 1 | < 0.1% |
| 0.9631287859 | 1 | < 0.1% |
| Other values (1485) | 1485 | 26.0% |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 0.04946653734 | 1 | < 0.1% |
| 0.1336898396 | 1 | < 0.1% |
| 0.1401705408 | 1 | < 0.1% |
| 0.2502340912 | 1 | < 0.1% |
| 0.2829510229 | 1 | < 0.1% |
| 0.324117991 | 1 | < 0.1% |
| 0.3548601864 | 1 | < 0.1% |
| 0.48 | 1 | < 0.1% |
| 0.483580072 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 224 | 3.9% |
| 1 | 3722 | |
| 1 | 161 | 2.8% |
| 1 | 93 | 1.6% |
| 0.9999180769 | 1 | < 0.1% |
| 0.9998431613 | 1 | < 0.1% |
| 0.9997243132 | 1 | < 0.1% |
| 0.9996916904 | 1 | < 0.1% |
| 0.9996728761 | 1 | < 0.1% |
| 0.9996149715 | 1 | < 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | customer_id | gross_revenue | recency_days | qnt_purchases | tot_stock_code | qnt_items | avg_ticket | freq_purchase | qtd_returned | freq_returns | avg_basket_size | avg_basket_variety | item_rp_ratio | net_margin | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 17850 | 5391.21 | 372.0 | 34.0 | 21.0 | 1733.0 | 18.152222 | 17.000000 | 40.0 | 1.000000 | 50.970588 | 0.617647 | 0.023081 | 0.980973 |
| 1 | 1 | 13047 | 3232.59 | 56.0 | 9.0 | 105.0 | 1390.0 | 18.904035 | 0.028302 | 35.0 | 0.023973 | 154.444444 | 11.666667 | 0.025180 | 0.955611 |
| 2 | 2 | 12583 | 6705.38 | 2.0 | 15.0 | 114.0 | 5028.0 | 28.902500 | 0.040323 | 50.0 | 0.105263 | 335.200000 | 7.600000 | 0.009944 | 0.988660 |
| 3 | 3 | 13748 | 948.25 | 95.0 | 5.0 | 24.0 | 439.0 | 33.866071 | 0.017921 | 0.0 | 0.000000 | 87.800000 | 4.800000 | 0.000000 | 1.000000 |
| 4 | 4 | 15100 | 876.00 | 333.0 | 3.0 | 1.0 | 80.0 | 292.000000 | 0.073171 | 22.0 | 0.078947 | 26.666667 | 0.333333 | 0.275000 | 0.725000 |
| 5 | 5 | 15291 | 4623.30 | 25.0 | 14.0 | 61.0 | 2102.0 | 45.326471 | 0.040115 | 29.0 | 0.032468 | 150.142857 | 4.357143 | 0.013796 | 0.984472 |
| 6 | 6 | 14688 | 5630.87 | 7.0 | 21.0 | 148.0 | 3621.0 | 17.219786 | 0.057221 | 399.0 | 0.019608 | 172.428571 | 7.047619 | 0.110191 | 0.907032 |
| 7 | 7 | 17809 | 5411.91 | 16.0 | 12.0 | 46.0 | 2057.0 | 88.719836 | 0.033520 | 41.0 | 0.013072 | 171.416667 | 3.833333 | 0.019932 | 0.987609 |
| 8 | 8 | 15311 | 60767.90 | 0.0 | 91.0 | 567.0 | 38194.0 | 25.543464 | 0.243316 | 474.0 | 0.072193 | 419.714286 | 6.230769 | 0.012410 | 0.977808 |
| 9 | 9 | 16098 | 2005.63 | 87.0 | 7.0 | 34.0 | 613.0 | 29.934776 | 0.024390 | 0.0 | 0.000000 | 87.571429 | 4.857143 | 0.000000 | 1.000000 |
Last rows
| df_index | customer_id | gross_revenue | recency_days | qnt_purchases | tot_stock_code | qnt_items | avg_ticket | freq_purchase | qtd_returned | freq_returns | avg_basket_size | avg_basket_variety | item_rp_ratio | net_margin | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5691 | 5782 | 22700 | 4839.42 | 1.0 | 1.0 | 55.0 | 1074.0 | 78.055161 | 1.0 | 0.0 | 0.0 | 1074.0 | 55.0 | 0.0 | 1.0 |
| 5692 | 5783 | 13298 | 360.00 | 1.0 | 1.0 | 2.0 | 96.0 | 180.000000 | 1.0 | 0.0 | 0.0 | 96.0 | 2.0 | 0.0 | 1.0 |
| 5693 | 5784 | 14569 | 227.39 | 1.0 | 1.0 | 10.0 | 79.0 | 18.949167 | 1.0 | 0.0 | 0.0 | 79.0 | 10.0 | 0.0 | 1.0 |
| 5694 | 5785 | 22704 | 17.90 | 1.0 | 1.0 | 7.0 | 14.0 | 2.557143 | 1.0 | 0.0 | 0.0 | 14.0 | 7.0 | 0.0 | 1.0 |
| 5695 | 5786 | 22705 | 3.35 | 1.0 | 1.0 | 2.0 | 2.0 | 1.675000 | 1.0 | 0.0 | 0.0 | 2.0 | 2.0 | 0.0 | 1.0 |
| 5696 | 5787 | 22706 | 5699.00 | 1.0 | 1.0 | 634.0 | 1747.0 | 8.988959 | 1.0 | 0.0 | 0.0 | 1747.0 | 634.0 | 0.0 | 1.0 |
| 5697 | 5788 | 22707 | 6756.06 | 0.0 | 1.0 | 730.0 | 2010.0 | 9.254877 | 1.0 | 0.0 | 0.0 | 2010.0 | 730.0 | 0.0 | 1.0 |
| 5698 | 5789 | 22708 | 3217.20 | 0.0 | 1.0 | 56.0 | 654.0 | 54.528814 | 1.0 | 0.0 | 0.0 | 654.0 | 56.0 | 0.0 | 1.0 |
| 5699 | 5790 | 22709 | 3950.72 | 0.0 | 1.0 | 217.0 | 731.0 | 18.206083 | 1.0 | 0.0 | 0.0 | 731.0 | 217.0 | 0.0 | 1.0 |
| 5700 | 5791 | 12713 | 794.55 | 0.0 | 1.0 | 37.0 | 505.0 | 21.474324 | 1.0 | 0.0 | 0.0 | 505.0 | 37.0 | 0.0 | 1.0 |